FairECom:努力证明电子商务的公平性,反对价格歧视

IF 7 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE IEEE Transactions on Dependable and Secure Computing Pub Date : 2024-07-01 DOI:10.1109/TDSC.2023.3334197
Tao Jiang, Xu Yuan, Qiong Cheng, Yulong Shen, Liangmin Wang, J. Ma
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引用次数: 0

摘要

价格歧视已被实证揭露出来,即电子商务平台为了获得额外利润,对客户的相同产品/服务收取不同的价格。在当今的大数据时代,这种情况变得更加严重,服务提供商有机会利用人工智能技术对个性化模式进行深入分析,因此迫切需要解决方案来防止这种歧视行为,以保护客户的权益。本文旨在通过开发一种安全、保护隐私、可证明电子商务公平性的解决方案来抵御价格歧视。我们的系统被称为 FairECom,它使用新设计的加密累加器和公共公告板,允许审计员(即客户或第三方审计员)验证客户是否遭遇价格歧视。特别是,FairECom 使客户能够通过一个保护隐私的挑战-响应协议,检查他对产品/服务的付款是否与其他客户相同,从而实现反歧视的价格透明度。我们使用基于以太坊的公共公告板实现了一个原型,以进行系统评估。我们的评估表明,FairECom 可以与以太坊提供的现有应用程序接口集成,并且在部署到电子商务系统时成本可以接受。
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FairECom: Towards Proof of E-Commerce Fairness Against Price Discrimination
Price discrimination has been empirically exposed where e-commercial platforms aim to gain additional profits by charging customers with different prices for the same product/service. This situation becomes even worse in nowadays’ Big Data era, giving the chance for service providers to leverage artificial intelligence technologies to have the deep analysis of personalized patterns, urgently calling for solutions to prevent such discriminated behaviors to protect customers’ rights. This article aims to defend against price discrimination by developing a secure and privacy-preserving solution, provable for e-commerce fairness. Using a newly designed cryptographic accumulator and public bulletin board, our system, called FairECom, allows an auditor (i.e., a customer or third-party auditor) to verify if customers are experiencing price discrimination. In particular, FairECom enables a customer to check if his payment to a product/service is identical to other customers through a privacy-preserving challenge-response protocol, for implementing the price transparency against discrimination. We implement a prototype using an Ethereum-based public bulletin board to conduct the system evaluation. Our evaluation indicates that FairECom can integrate with existing APIs provided by Ethereum and incur acceptable costs when deploying to the e-commercial systems.
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来源期刊
IEEE Transactions on Dependable and Secure Computing
IEEE Transactions on Dependable and Secure Computing 工程技术-计算机:软件工程
CiteScore
11.20
自引率
5.50%
发文量
354
审稿时长
9 months
期刊介绍: The "IEEE Transactions on Dependable and Secure Computing (TDSC)" is a prestigious journal that publishes high-quality, peer-reviewed research in the field of computer science, specifically targeting the development of dependable and secure computing systems and networks. This journal is dedicated to exploring the fundamental principles, methodologies, and mechanisms that enable the design, modeling, and evaluation of systems that meet the required levels of reliability, security, and performance. The scope of TDSC includes research on measurement, modeling, and simulation techniques that contribute to the understanding and improvement of system performance under various constraints. It also covers the foundations necessary for the joint evaluation, verification, and design of systems that balance performance, security, and dependability. By publishing archival research results, TDSC aims to provide a valuable resource for researchers, engineers, and practitioners working in the areas of cybersecurity, fault tolerance, and system reliability. The journal's focus on cutting-edge research ensures that it remains at the forefront of advancements in the field, promoting the development of technologies that are critical for the functioning of modern, complex systems.
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